.. image:: https://github.com/opencybersecurityalliance/kestrel-lang/raw/develop/logo/logo_w_text.svg
:width: 432
:alt: Kestrel Threat Hunting Language
.. image:: https://img.shields.io/pypi/pyversions/kestrel-lang
:target: https://www.python.org/
:alt: Python 3
.. image:: https://img.shields.io/badge/code%20style-black-000000.svg
:target: https://github.com/psf/black
:alt: Code Style: Black
.. image:: https://codecov.io/gh/opencybersecurityalliance/kestrel-lang/branch/develop/graph/badge.svg?token=HM4ax10IW3
:target: https://codecov.io/gh/opencybersecurityalliance/kestrel-lang
:alt: Code Coverage
.. image:: https://img.shields.io/pypi/v/kestrel-lang
:target: https://pypi.python.org/pypi/kestrel-lang
:alt: Latest Version
.. image:: https://img.shields.io/pypi/dm/kestrel-lang
:target: https://pypistats.org/packages/kestrel-lang
:alt: PyPI Downloads
.. image:: https://readthedocs.org/projects/kestrel/badge/?version=latest
:target: https://kestrel.readthedocs.io/en/latest/?badge=latest
:alt: Documentation Status
|
**[News]** Kestrel session at `Black Hat USA 2023`_
--------
Kestrel is a threat hunting language aiming to make cyber threat hunting *fast*
by providing a layer of abstraction to build reusable, composable, and
shareable hunt-flow. Starting with:
#. `Black Hat USA 2022 session recording`_
#. `Black Hat USA 2022 Kestrel hunting lab`_
#. `Kestrel live tutorial in a cloud sandbox`_
The Goal
========
Software developers write Python or Swift than machine code to quickly turn
business logic into applications. Threat hunters write Kestrel to quickly turn
threat hypotheses into hunt-flow. We see threat hunting as an interactive
procedure to create customized intrusion detection systems on the fly, and
hunt-flow is to hunts as control-flow is to ordinary programs.
What does it mean by *hunt fast*?
- Do NOT write the same TTP pattern in different data source queries.
- Do NOT write one-time-use adapaters to connect hunt steps.
- Do NOT waste your existing analytic scripts/programs in future hunts.
- Do construct your hunt-flow from smaller reuseable hunt-flow.
- Do share your huntbook with your future self and your colleagues.
- Do get interactive feedback and revise hunt-flow on the fly.
|
.. image:: https://github.com/opencybersecurityalliance/data-bucket-kestrel/raw/main/images/github_homepage_animation.gif
:width: 90%
:target: https://www.youtube.com/watch?v=tASFWZfD7l8
:alt: Kestrel Hunting Demo
Kestrel in a Nutshell
=====================
.. image:: https://github.com/opencybersecurityalliance/kestrel-lang/raw/develop/docs/images/overview.png
:width: 100%
:alt: Kestrel overview.
- **Kestrel language**: a threat hunting language for a human to express *what to
hunt*.
- expressing the knowledge of *what* in patterns, analytics, and hunt flows.
- composing reusable hunting flows from individual hunting steps.
- reasoning with human-friendly entity-based data representation abstraction.
- thinking across heterogeneous data and threat intelligence sources.
- applying existing public and proprietary detection logic as analytic hunt steps.
- reusing and sharing individual hunting steps, hunt-flow, and entire huntbooks.
- **Kestrel runtime**: a machine interpreter that deals with *how to hunt*.
- compiling the *what* against specific hunting platform instructions.
- executing the compiled code locally and remotely.
- assembling raw logs and records into entities for entity-based reasoning.
- caching intermediate data and related records for fast response.
- prefetching related logs and records for link construction between entities.
- defining extensible interfaces for data sources and analytics execution.
Basic Concepts and Howto
========================
Visit `Kestrel documentation`_ to learn Kestrel:
- Learn concepts and syntax:
- `A comprehensive introduction to Kestrel`_
- `The two key concepts of Kestrel`_
- `Interactive tutorial with quiz`_
- `Language reference book`_
- Hunt in your environment:
- `Kestrel runtime installation`_
- `How to connect to your data sources`_
- `How to execute an analytic hunt step in Python/Docker`_
- `How to use Kestrel via API`_
- `How to launch Kestrel as a Docker container`_
Kestrel Huntbooks And Analytics
===============================
- `Kestrel huntbook`_: community-contributed Kestrel huntbooks
- `Kestrel analytics`_: community-contributed Kestrel analytics
Kestrel Hunting Blogs
=====================
#. `Building a Huntbook to Discover Persistent Threats from Scheduled Windows Tasks`_
#. `Practicing Backward And Forward Tracking Hunts on A Windows Host`_
#. `Building Your Own Kestrel Analytics and Sharing With the Community`_
#. `Setting Up The Open Hunting Stack in Hybrid Cloud With Kestrel and SysFlow`_
#. `Try Kestrel in a Cloud Sandbox`_
#. `Fun with securitydatasets.com and the Kestrel PowerShell Deobfuscator`_
#. `Kestrel Data Retrieval Explained`_
Talks And Demos
===============
Talk summary (visit `Kestrel documentation on talks`_ to learn details):
- 2023/08 `Black Hat USA 2023`_
- 2022/12 `Infosec Jupyterthon 2022`_ [`IJ'22 live hunt recording`_]
- 2022/08 `Black Hat USA 2022`_ [`BH'22 recording`_ | `BH'22 hunting lab`_]
- 2022/06 `Cybersecurity Automation Workshop`_
- 2022/04 `SC eSummit on Threat Hunting & Offense Security`_ (free to register/playback)
- 2021/12 `Infosec Jupyterthon 2021`_ [`IJ'21 live hunt recording`_]
- 2021/11 `BlackHat Europe 2021`_
- 2021/10 `SANS Threat Hunting Summit 2021`_: [`SANS'21 session recording`_]
- 2021/05 `RSA Conference 2021`_: [`RSA'21 session recording`_]
Connecting With The Community
=============================
- Join Kestrel slack channel:
- Get a `slack invitation`_ to join `Open Cybersecurity Alliance workspace`_
.. image:: https://opencyberallia.wpengine.com/wp-content/uploads/2022/03/OCA-logo-e1646689234325.png
:width: 20%
:alt: OCA logo
- Join the *kestrel* channel to ask questions and connect with other hunters
- Contribute to the language development (`Apache License 2.0`_):
- Create a `GitHub Issue`_ to report bugs and suggest new features
- Follow the `contributing guideline`_ to submit your pull request
- Refer to the `governance documentation`_ regarding PR merge, release, and vulnerability disclosure
- Share your huntbook and analytics:
- `Kestrel huntbook`_
- `Kestrel analytics`_
.. _Kestrel live tutorial in a cloud sandbox: https://mybinder.org/v2/gh/opencybersecurityalliance/kestrel-huntbook/HEAD?filepath=tutorial
.. _Kestrel documentation: https://kestrel.readthedocs.io/
.. _A comprehensive introduction to Kestrel: https://kestrel.readthedocs.io/en/stable/overview/
.. _The two key concepts of Kestrel: https://kestrel.readthedocs.io/en/stable/language/tac.html#key-concepts
.. _Interactive tutorial with quiz: https://mybinder.org/v2/gh/opencybersecurityalliance/kestrel-huntbook/HEAD?filepath=tutorial
.. _Kestrel runtime installation: https://kestrel.readthedocs.io/en/stable/installation/runtime.html
.. _How to connect to your data sources: https://kestrel.readthedocs.io/en/stable/installation/datasource.html
.. _How to execute an analytic hunt step in Python/Docker: https://kestrel.readthedocs.io/en/stable/installation/analytics.html
.. _Language reference book: https://kestrel.readthedocs.io/en/stable/language/commands.html
.. _How to use Kestrel via API: https://kestrel.readthedocs.io/en/stable/source/kestrel.session.html
.. _How to launch Kestrel as a Docker container: https://kestrel.readthedocs.io/en/stable/deployment/
.. _Kestrel documentation on talks: https://kestrel.readthedocs.io/en/stable/talks.html
.. _Kestrel huntbook: https://github.com/opencybersecurityalliance/kestrel-huntbook
.. _Kestrel analytics: https://github.com/opencybersecurityalliance/kestrel-analytics
.. _Building a Huntbook to Discover Persistent Threats from Scheduled Windows Tasks: https://opencybersecurityalliance.org/huntbook-persistent-threat-discovery-kestrel/
.. _Practicing Backward And Forward Tracking Hunts on A Windows Host: https://opencybersecurityalliance.org/backward-and-forward-tracking-hunts-on-a-windows-host/
.. _Building Your Own Kestrel Analytics and Sharing With the Community: https://opencybersecurityalliance.org/kestrel-custom-analytics/
.. _Setting Up The Open Hunting Stack in Hybrid Cloud With Kestrel and SysFlow: https://opencybersecurityalliance.org/kestrel-sysflow-open-hunting-stack/
.. _Try Kestrel in a Cloud Sandbox: https://opencybersecurityalliance.org/try-kestrel-in-a-cloud-sandbox/
.. _Fun with securitydatasets.com and the Kestrel PowerShell Deobfuscator: https://opencybersecurityalliance.org/fun-with-securitydatasets-com-and-the-kestrel-powershell-deobfuscator/
.. _Kestrel Data Retrieval Explained: https://opencybersecurityalliance.org/kestrel-data-retrieval-explained/
.. _RSA Conference 2021: https://www.rsaconference.com/Library/presentation/USA/2021/The%20Game%20of%20Cyber%20Threat%20Hunting%20The%20Return%20of%20the%20Fun
.. _RSA'21 session recording: https://www.youtube.com/watch?v=-Xb086R0JTk
.. _SANS Threat Hunting Summit 2021: https://www.sans.org/blog/a-visual-summary-of-sans-threat-hunting-summit-2021/
.. _SANS'21 session recording: https://www.youtube.com/watch?v=gyY5DAWLwT0
.. _BlackHat Europe 2021: https://www.blackhat.com/eu-21/arsenal/schedule/index.html#an-open-stack-for-threat-hunting-in-hybrid-cloud-with-connected-observability-25112
.. _Infosec Jupyterthon 2021: https://infosecjupyterthon.com/2021/agenda.html
.. _IJ'21 live hunt recording: https://www.youtube.com/embed/nMnHBnYfIaI?start=20557&end=22695
.. _Infosec Jupyterthon 2022: https://infosecjupyterthon.com/2022/agenda.html
.. _IJ'22 live hunt recording: https://www.youtube.com/embed/8Mw1yyYkeqM?start=23586&end=26545
.. _SC eSummit on Threat Hunting & Offense Security: https://www.scmagazine.com/esummit/automating-the-hunt-for-advanced-threats
.. _Cybersecurity Automation Workshop: http://www.cybersecurityautomationworkshop.org/
.. _Black Hat USA 2023: https://www.blackhat.com/us-23/arsenal/schedule/index.html#identity-threat-hunting-with-kestrel-33662
.. _Black Hat USA 2022: https://www.blackhat.com/us-22/arsenal/schedule/index.html#streamlining-and-automating-threat-hunting-with-kestrel-28014
.. _BH'22 recording: https://www.youtube.com/watch?v=tf1VLIpFefs
.. _Black Hat USA 2022 session recording: https://www.youtube.com/watch?v=tf1VLIpFefs
.. _BH'22 hunting lab: https://mybinder.org/v2/gh/opencybersecurityalliance/black-hat-us-2022/HEAD?filepath=demo
.. _Black Hat USA 2022 Kestrel hunting lab: https://mybinder.org/v2/gh/opencybersecurityalliance/black-hat-us-2022/HEAD?filepath=demo
.. _slack invitation: https://join.slack.com/t/open-cybersecurity/shared_invite/zt-19pliofsm-L7eSSB8yzABM2Pls1nS12w
.. _Open Cybersecurity Alliance workspace: https://open-cybersecurity.slack.com/
.. _GitHub Issue: https://github.com/opencybersecurityalliance/kestrel-lang/issues
.. _contributing guideline: CONTRIBUTING.rst
.. _governance documentation: GOVERNANCE.rst
.. _Apache License 2.0: LICENSE.md
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"description": ".. image:: https://github.com/opencybersecurityalliance/kestrel-lang/raw/develop/logo/logo_w_text.svg\n :width: 432\n :alt: Kestrel Threat Hunting Language\n\n.. image:: https://img.shields.io/pypi/pyversions/kestrel-lang\n :target: https://www.python.org/\n :alt: Python 3\n\n.. image:: https://img.shields.io/badge/code%20style-black-000000.svg\n :target: https://github.com/psf/black\n :alt: Code Style: Black\n\n.. image:: https://codecov.io/gh/opencybersecurityalliance/kestrel-lang/branch/develop/graph/badge.svg?token=HM4ax10IW3\n :target: https://codecov.io/gh/opencybersecurityalliance/kestrel-lang\n :alt: Code Coverage\n\n.. image:: https://img.shields.io/pypi/v/kestrel-lang\n :target: https://pypi.python.org/pypi/kestrel-lang\n :alt: Latest Version\n\n.. image:: https://img.shields.io/pypi/dm/kestrel-lang\n :target: https://pypistats.org/packages/kestrel-lang\n :alt: PyPI Downloads\n\n.. image:: https://readthedocs.org/projects/kestrel/badge/?version=latest\n :target: https://kestrel.readthedocs.io/en/latest/?badge=latest\n :alt: Documentation Status\n\n|\n\n**[News]** Kestrel session at `Black Hat USA 2023`_\n\n--------\n\nKestrel is a threat hunting language aiming to make cyber threat hunting *fast*\nby providing a layer of abstraction to build reusable, composable, and\nshareable hunt-flow. Starting with:\n\n#. `Black Hat USA 2022 session recording`_\n#. `Black Hat USA 2022 Kestrel hunting lab`_\n#. `Kestrel live tutorial in a cloud sandbox`_\n\nThe Goal\n========\n\nSoftware developers write Python or Swift than machine code to quickly turn\nbusiness logic into applications. Threat hunters write Kestrel to quickly turn\nthreat hypotheses into hunt-flow. We see threat hunting as an interactive\nprocedure to create customized intrusion detection systems on the fly, and\nhunt-flow is to hunts as control-flow is to ordinary programs.\n\nWhat does it mean by *hunt fast*?\n\n- Do NOT write the same TTP pattern in different data source queries.\n- Do NOT write one-time-use adapaters to connect hunt steps.\n- Do NOT waste your existing analytic scripts/programs in future hunts.\n- Do construct your hunt-flow from smaller reuseable hunt-flow.\n- Do share your huntbook with your future self and your colleagues.\n- Do get interactive feedback and revise hunt-flow on the fly.\n\n|\n\n.. image:: https://github.com/opencybersecurityalliance/data-bucket-kestrel/raw/main/images/github_homepage_animation.gif\n :width: 90%\n :target: https://www.youtube.com/watch?v=tASFWZfD7l8\n :alt: Kestrel Hunting Demo\n\nKestrel in a Nutshell\n=====================\n\n.. image:: https://github.com/opencybersecurityalliance/kestrel-lang/raw/develop/docs/images/overview.png\n :width: 100%\n :alt: Kestrel overview.\n\n- **Kestrel language**: a threat hunting language for a human to express *what to\n hunt*.\n\n - expressing the knowledge of *what* in patterns, analytics, and hunt flows.\n - composing reusable hunting flows from individual hunting steps.\n - reasoning with human-friendly entity-based data representation abstraction.\n - thinking across heterogeneous data and threat intelligence sources.\n - applying existing public and proprietary detection logic as analytic hunt steps.\n - reusing and sharing individual hunting steps, hunt-flow, and entire huntbooks.\n\n- **Kestrel runtime**: a machine interpreter that deals with *how to hunt*.\n\n - compiling the *what* against specific hunting platform instructions.\n - executing the compiled code locally and remotely.\n - assembling raw logs and records into entities for entity-based reasoning.\n - caching intermediate data and related records for fast response.\n - prefetching related logs and records for link construction between entities.\n - defining extensible interfaces for data sources and analytics execution.\n\nBasic Concepts and Howto\n========================\n\nVisit `Kestrel documentation`_ to learn Kestrel:\n\n- Learn concepts and syntax:\n\n - `A comprehensive introduction to Kestrel`_\n - `The two key concepts of Kestrel`_\n - `Interactive tutorial with quiz`_\n - `Language reference book`_\n\n- Hunt in your environment:\n\n - `Kestrel runtime installation`_\n - `How to connect to your data sources`_\n - `How to execute an analytic hunt step in Python/Docker`_\n - `How to use Kestrel via API`_\n - `How to launch Kestrel as a Docker container`_\n\nKestrel Huntbooks And Analytics\n===============================\n\n- `Kestrel huntbook`_: community-contributed Kestrel huntbooks\n- `Kestrel analytics`_: community-contributed Kestrel analytics\n\nKestrel Hunting Blogs\n=====================\n\n#. `Building a Huntbook to Discover Persistent Threats from Scheduled Windows Tasks`_\n#. `Practicing Backward And Forward Tracking Hunts on A Windows Host`_\n#. `Building Your Own Kestrel Analytics and Sharing With the Community`_\n#. `Setting Up The Open Hunting Stack in Hybrid Cloud With Kestrel and SysFlow`_\n#. `Try Kestrel in a Cloud Sandbox`_\n#. `Fun with securitydatasets.com and the Kestrel PowerShell Deobfuscator`_\n#. `Kestrel Data Retrieval Explained`_\n\nTalks And Demos\n===============\n\nTalk summary (visit `Kestrel documentation on talks`_ to learn details):\n\n- 2023/08 `Black Hat USA 2023`_\n- 2022/12 `Infosec Jupyterthon 2022`_ [`IJ'22 live hunt recording`_]\n- 2022/08 `Black Hat USA 2022`_ [`BH'22 recording`_ | `BH'22 hunting lab`_]\n- 2022/06 `Cybersecurity Automation Workshop`_\n- 2022/04 `SC eSummit on Threat Hunting & Offense Security`_ (free to register/playback)\n- 2021/12 `Infosec Jupyterthon 2021`_ [`IJ'21 live hunt recording`_]\n- 2021/11 `BlackHat Europe 2021`_\n- 2021/10 `SANS Threat Hunting Summit 2021`_: [`SANS'21 session recording`_]\n- 2021/05 `RSA Conference 2021`_: [`RSA'21 session recording`_]\n\nConnecting With The Community\n=============================\n\n- Join Kestrel slack channel:\n \n - Get a `slack invitation`_ to join `Open Cybersecurity Alliance workspace`_\n \n .. image:: https://opencyberallia.wpengine.com/wp-content/uploads/2022/03/OCA-logo-e1646689234325.png\n :width: 20%\n :alt: OCA logo\n \n - Join the *kestrel* channel to ask questions and connect with other hunters\n \n- Contribute to the language development (`Apache License 2.0`_):\n\n - Create a `GitHub Issue`_ to report bugs and suggest new features\n - Follow the `contributing guideline`_ to submit your pull request\n - Refer to the `governance documentation`_ regarding PR merge, release, and vulnerability disclosure\n\n- Share your huntbook and analytics:\n\n - `Kestrel huntbook`_\n - `Kestrel analytics`_\n\n\n\n\n.. _Kestrel live tutorial in a cloud sandbox: https://mybinder.org/v2/gh/opencybersecurityalliance/kestrel-huntbook/HEAD?filepath=tutorial\n.. _Kestrel documentation: https://kestrel.readthedocs.io/\n\n.. _A comprehensive introduction to Kestrel: https://kestrel.readthedocs.io/en/stable/overview/\n.. _The two key concepts of Kestrel: https://kestrel.readthedocs.io/en/stable/language/tac.html#key-concepts\n.. _Interactive tutorial with quiz: https://mybinder.org/v2/gh/opencybersecurityalliance/kestrel-huntbook/HEAD?filepath=tutorial\n.. _Kestrel runtime installation: https://kestrel.readthedocs.io/en/stable/installation/runtime.html\n.. _How to connect to your data sources: https://kestrel.readthedocs.io/en/stable/installation/datasource.html\n.. _How to execute an analytic hunt step in Python/Docker: https://kestrel.readthedocs.io/en/stable/installation/analytics.html\n.. _Language reference book: https://kestrel.readthedocs.io/en/stable/language/commands.html\n.. _How to use Kestrel via API: https://kestrel.readthedocs.io/en/stable/source/kestrel.session.html\n.. _How to launch Kestrel as a Docker container: https://kestrel.readthedocs.io/en/stable/deployment/\n.. _Kestrel documentation on talks: https://kestrel.readthedocs.io/en/stable/talks.html\n\n.. _Kestrel huntbook: https://github.com/opencybersecurityalliance/kestrel-huntbook\n.. _Kestrel analytics: https://github.com/opencybersecurityalliance/kestrel-analytics\n\n.. _Building a Huntbook to Discover Persistent Threats from Scheduled Windows Tasks: https://opencybersecurityalliance.org/huntbook-persistent-threat-discovery-kestrel/\n.. _Practicing Backward And Forward Tracking Hunts on A Windows Host: https://opencybersecurityalliance.org/backward-and-forward-tracking-hunts-on-a-windows-host/\n.. _Building Your Own Kestrel Analytics and Sharing With the Community: https://opencybersecurityalliance.org/kestrel-custom-analytics/\n.. _Setting Up The Open Hunting Stack in Hybrid Cloud With Kestrel and SysFlow: https://opencybersecurityalliance.org/kestrel-sysflow-open-hunting-stack/\n.. _Try Kestrel in a Cloud Sandbox: https://opencybersecurityalliance.org/try-kestrel-in-a-cloud-sandbox/\n.. _Fun with securitydatasets.com and the Kestrel PowerShell Deobfuscator: https://opencybersecurityalliance.org/fun-with-securitydatasets-com-and-the-kestrel-powershell-deobfuscator/\n.. _Kestrel Data Retrieval Explained: https://opencybersecurityalliance.org/kestrel-data-retrieval-explained/\n\n.. _RSA Conference 2021: https://www.rsaconference.com/Library/presentation/USA/2021/The%20Game%20of%20Cyber%20Threat%20Hunting%20The%20Return%20of%20the%20Fun\n.. _RSA'21 session recording: https://www.youtube.com/watch?v=-Xb086R0JTk\n.. _SANS Threat Hunting Summit 2021: https://www.sans.org/blog/a-visual-summary-of-sans-threat-hunting-summit-2021/\n.. _SANS'21 session recording: https://www.youtube.com/watch?v=gyY5DAWLwT0\n.. _BlackHat Europe 2021: 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